{"id":"W1996343337","doi":"10.1016/j.ijrefrig.2014.09.004","title":"Capacity matching in heat-pump membrane liquid desiccant air conditioning systems","year":2014,"lang":"en","type":"article","venue":"International Journal of Refrigeration","topic":"Adsorption and Cooling Systems","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Coefficient of performance; Condenser (optics); Heat pump; Air conditioning; Regenerative heat exchanger; Evaporator; Heat exchanger; Process engineering; Liquid desiccant; Hybrid heat; Desiccant; Engineering; Mechanical engineering; Materials science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005136491,0.0001997945,0.0005287288,0.0004307451,0.0005739535,0.0007710629,0.0008264064,0.0004127161,0.003038964],"category_scores_gemma":[0.001331138,0.0002138965,0.0002121324,0.0003308576,0.0003175712,0.001149494,0.0005638129,0.000266695,0.0004544577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007097925,"about_ca_system_score_gemma":0.0004623492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001690391,"about_ca_topic_score_gemma":0.001186915,"domain_scores_codex":[0.9995986,0.00009234182,0.0000257683,0.00006415152,0.0001300351,0.0000891838],"domain_scores_gemma":[0.9995459,0.0001883936,0.0000487379,0.00004558621,0.0001477451,0.00002358598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002067291,0.0002946368,0.003593152,0.000369421,0.00005908967,0.0001609933,0.0002186352,0.1618208,0.698254,0.01437294,0.001173229,0.1176158],"study_design_scores_gemma":[0.00006715482,0.0004900767,0.003297521,0.00002480387,0.0000328933,0.0001206464,0.0000943483,0.5505095,0.4378425,0.004459215,0.003017069,0.00004435971],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8802029,0.001014907,0.1099529,0.0002242961,0.00004965889,0.0001092369,0.0001374643,0.0007444652,0.007564222],"genre_scores_gemma":[0.9976262,0.00006211852,0.001524789,0.00001297475,0.000004074331,0.00001189891,0.00002621179,0.00001649969,0.0007151663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003038964,"threshold_uncertainty_score":0.01016635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089760061158889,"score_gpt":0.2280426042783997,"score_spread":0.2171450036668108,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}